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Robustness Implies Generalization via Data-Dependent Generalization Bounds
This paper proves that robustness implies generalization via data-dependent generalization bounds.
A Fast Spectral Algorithm for Mean Estimation with Sub-Gaussian Rates
The goal is to design an efficient estimator that attains the optimal sub-gaussian error bound, only assuming that the random vector has bounded mean and covariance.
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